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1.
Article in English | MEDLINE | ID: mdl-37943648

ABSTRACT

In this article, a novel reinforcement learning (RL) approach, continuous dynamic policy programming (CDPP), is proposed to tackle the issues of both learning stability and sample efficiency in the current RL methods with continuous actions. The proposed method naturally extends the relative entropy regularization from the value function-based framework to the actor-critic (AC) framework of deep deterministic policy gradient (DDPG) to stabilize the learning process in continuous action space. It tackles the intractable softmax operation over continuous actions in the critic by Monte Carlo estimation and explores the practical advantages of the Mellowmax operator. A Boltzmann sampling policy is proposed to guide the exploration of actor following the relative entropy regularized critic for superior learning capability, exploration efficiency, and robustness. Evaluated by several benchmark and real-robot-based simulation tasks, the proposed method illustrates the positive impact of the relative entropy regularization including efficient exploration behavior and stable policy update in RL with continuous action space and successfully outperforms the related baseline approaches in both sample efficiency and learning stability.

2.
J Int Med Res ; 51(11): 3000605231202136, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37968062

ABSTRACT

Acute phlegmonous gastritis (APG), a rare clinical condition, is mainly characterized by bacterial invasion in the gastric lining and is associated with a high mortality rate. The symptoms of APG include abdominal pain, nausea, vomiting, fever, and infection. Notably, the lack of specificity in the clinical presentation presents challenges in the early diagnosis of the disease. APG is often prevalent in adults, with a higher incidence in men than women. However, patients of other ages may also be affected. We herein present a case report of a 12-year-old girl who was admitted to the hospital with gastrointestinal symptoms and fever. The patient's imaging findings were compatible with APG. Despite the requirement for surgical treatment in most cases of phlegmonous gastritis, our patient rapidly improved with imaging and antibiotic therapy. This case demonstrates the success of antibiotic therapy with early diagnosis.


Subject(s)
Gastritis , Male , Adult , Humans , Female , Adolescent , Child , Gastritis/complications , Gastritis/diagnosis , Gastritis/microbiology , Anti-Bacterial Agents/therapeutic use , Abdominal Pain/etiology , Abdominal Pain/complications , Gastrectomy , Acute Disease
3.
Front Pediatr ; 11: 1272052, 2023.
Article in English | MEDLINE | ID: mdl-38027259

ABSTRACT

Objective: To evaluate whether the patent ductus arteriosus (PDA) can serve as a predictive factor for inpatient outcomes in congenital diaphragmatic hernia (CDH) patients. Methods: A retrospective cohort study was conducted on 59 CDH patients at the Capital Institute of Pediatrics from January 2020 to August 2022. Echocardiography was performed at least three times: within 2-3 h after birth, pre-operatively, and post-operatively of CDH surgery. Based on the direction of the PDA shunt in the first echocardiogram, patients were classified into three groups: left-to-right shunting or closed PDA (L-R), bi-directional shunting, and right-to-left shunting (R-L). Results: The mortality rate was 15.3% (9/59), with all non-survivors having R-L shunting and group mortality of 39.1% (9/23). The direction of the PDA shunt was significantly associated with the duration of ventilation and length of hospital stay (p < 0.05). Decreased PDA diameter or pre-operative shunting direction change towards L-R or bi-directional shunting were associated with higher survival rates, while increased PDA diameter or continuous R-L shunting were associated with higher mortality rates. Pre-operative PDA shunt direction, PDA size after birth and before surgery, gestational age of diagnosis, and shortening fraction before surgery were significantly correlated with patient outcomes. The direction of the preoperative PDA shunt was the most relevant factor among these relationships (p = 0.009, OR 20.6, CI 2.2∼196.1). Conclusion: Our findings highlight the importance of monitoring changes in PDA shunt directionality and diameter in the early stage after birth, as these parameters may serve as valuable predictors of patient outcomes.

4.
Heliyon ; 9(7): e17754, 2023 Jul.
Article in English | MEDLINE | ID: mdl-37456048

ABSTRACT

A reliable and safe energy storage system utilizing lithium-ion batteries relies on the early prediction of remaining useful life (RUL). Despite this, accurate capacity prediction can be challenging if little historical capacity data is available due to the capacity regeneration and the complexity of capacity degradation over multiple time scales. In this study, data decomposition, transformers, and deep neural networks (DNNs) are combined to develop a model of RUL prediction for lithium-ion batteries. Complete ensemble empirical mode decomposition with adaptive noise (CEEMDAN) is used for battery capacity sequential data to account for the capacity regeneration effect. The transformer networks are leveraged to predict each component of capacity regeneration thus improving the model's ability to handle long sequences while reducing the amount of data. The global degradation trend is predicted using a deep neural network. We validated the early prediction performance of the model using two publicly available battery datasets. Results show that the prediction model only uses 25%-30% data to achieve high accuracy. In the two public data sets, the RMSE errors were 0.0208 and 0.0337, respectively. A high level of accuracy is achieved with the model proposed in this study, which is based on fewer capacity data.

5.
Mediators Inflamm ; 2023: 7123568, 2023.
Article in English | MEDLINE | ID: mdl-37124060

ABSTRACT

Immunotherapy based on immune checkpoint inhibitors (ICIs) is considered to be a promising treatment for stomach adenocarcinoma (STAD), but only a minority of patients benefit from it. It is believed that the poor therapeutic efficacy is attributed to the complex tumor immune microenvironment (TIM) of STAD. Therefore, elucidating the specific regulatory mechanism of TIM in STAD is critical. Previous study suggests that GRP176 may be involved in regulating the pace of circadian behavior, and its role in tumors has not been reported. In this study, we first found that GPR176 was highly expressed in STAD and negatively correlated with patient prognosis. Next, we investigated the relationship between GPR176 and clinical characteristics, and the results showed that the stage is closely related to the level of GPR176. In addition, our further analysis found that GRP176 expression level was significantly correlated with chemotherapeutic drug sensitivity and ICI response. KEGG and GO analyses showed that GPR176 might be involved in stromal remodeling of STAD. Furthermore, we analyzed the association between GPR176 expression and immune implication, and the results revealed that GPR176 was negatively related to the infiltration of various immune cells. Interestingly, GPR176 induced the conversion of TIM while reducing the tumor immune burden (TMB). The expression of GRP176 is closely related to the level of various immunomodulators. Moreover, we performed univariate and multivariate regression analyses on the immunomodulators and finally obtained 4 genes (CRCR4, TNSF18, PDCD1, and TGFB1). Then, we constructed a GRP176-related immunomodulator prognostic model (GRIM) based on the above 4 genes, which was validated to have good predictive power. Finally, we developed a nomogram based on the risk score of GRIM and verified its accuracy. These results suggested that GPR176 is closely related to the prognosis and TIM of STAD. GPR176 may be a new potential target for immunotherapy in STAD.


Subject(s)
Adenocarcinoma , Stomach Neoplasms , Humans , Prognosis , Biomarkers , Adenocarcinoma/genetics , Stomach Neoplasms/genetics , Adjuvants, Immunologic , Tumor Microenvironment
6.
ACS Appl Mater Interfaces ; 15(9): 11845-11852, 2023 Mar 08.
Article in English | MEDLINE | ID: mdl-36823788

ABSTRACT

The optimum composition ratio of the anode cermet (Ni-GDC) for solid oxide fuel cells (SOFCs) varies because the electron-collecting mechanism is different depending on its applications. A Co-sputtering method facilitates ratio control with sputtering power adjustment. However, there is a practical issue with fabricating anode cermet with various ratios attributed to the large sputtering yield gap of the metal target, Ni, and the ceramic target, gadolinia-doped ceria (GDC). Therefore, in this study, a Gd-Ce metal alloy was applied instead of GDC to match the sputtering rate with that of Ni, which enables a wide ratio range achievement. A thin film of Gd-Ce oxidized after deposition and successfully transformed to crystallized GDC under a SOFC operation environment. X-ray diffraction (XRD) and high-resolution transmission electron microscopy (HRTEM) confirmed its crystallinity, and the film deposited with various power ratios was sputtered on the ScSZ electrolyte pellet to clarify the optimum Ni-GDC ratio for thin-film SOFCs. Last, the Ni-GDC was applied to anodized aluminum oxide (AAO)-supported SOFCs to maximize the performance. The performance change according to the thickness of Ni-GDC was identified, and the best performance among them was 638 mW/cm2 at 500 °C.

7.
Int J Cardiovasc Imaging ; 38(10): 2117-2125, 2022 Oct.
Article in English | MEDLINE | ID: mdl-37726460

ABSTRACT

To establish age-specific and body surface area (BSA)-specific reference values of Tricuspid Annular Plane Systolic Excursion (TAPSE) for children under 15 years old in China. A retrospective study was conducted in Children's Hospital Attached to the Capital Institute of Pediatrics. A total of 702 cases were included in this research to establish reference values of TAPSE in Chinese children. SPSS 25.0 (IBM) was used for data analysis. Lambda-mu-sigma method was used to calculate and construct the age-specific and BSA-specific percentiles and Z-score curves of TAPSE. The mean value of TAPSE increased with age and BSA from 0 to 15 years in a nonlinear way and reached the adult threshold (17 mm) until 1 year old. There was no difference between genders. TAPSE values increased with age and BSA in Chinese children aged between 0 and 15 years and there was no difference between boys and girls. A prospective, multicenter cohort study from different parts of China is supposed to be conducted in the future to reflect the whole spectrum of TAPSE in Chinese children.


Subject(s)
East Asian People , Ventricular Function, Right , Adolescent , Child , Child, Preschool , Female , Humans , Infant , Infant, Newborn , Male , Predictive Value of Tests , Reference Values , Retrospective Studies
8.
Nutr J ; 20(1): 89, 2021 10 31.
Article in English | MEDLINE | ID: mdl-34719404

ABSTRACT

BACKGROUND: The associations between vitamin D and coronavirus disease 2019 (COVID-19) infection and clinical outcomes are controversial. The efficacy of vitamin D supplementation in COVID-19 is also not clear. METHODS: We identified relevant cohort studies that assessed the relationship between vitamin D, COVID-19 infection and associated death and randomized controlled trials (RCTs) that reported vitamin D supplementation on the outcomes in patients with COVID-19 by searching the PubMed, EMBASE, and medRxiv databases up to June 5th, 2021. Evidence quality levels and recommendations were assessed using the GRADE system. RESULTS: Eleven cohort studies with 536,105 patients and two RCTs were identified. Vitamin D deficiency (< 20 ng/ml) or insufficiency (< 30 ng/ml) was not associated with an significant increased risk of COVID-19 infection (OR for < 20 ng/ml: 1.61, 95% CI: 0.92-2.80, I2 = 92%) or in-hospital death (OR for < 20 ng/ml: 2.18, 95% CI: 0.91-5.26, I2 = 72%; OR for < 30 ng/ml: 3.07, 95% CI: 0.64-14.78, I2 = 66%). Each 10 ng/ml increase in serum vitamin D was not associated with a significant decreased risk of COVID-19 infection (OR: 0.92, 95% CI: 0.79-1.08, I2 = 98%) or death (OR: 0.65, 95% CI: 0.40-1.06, I2 = 79%). The overall quality of evidence (GRADE) for COVID-19 infection and associated death was very low. Vitamin D supplements did not significantly decrease death (OR: 0.57, I2 = 64%) or ICU admission (OR: 0.14, I2 = 90%) in patients with COVID-19. The level of evidence as qualified using GRADE was low. CONCLUSIONS: Current evidence suggested that vitamin D deficiency or insufficiency was not significantly linked to susceptibility to COVID-19 infection or its associated death. Vitamin D supplements did not significantly improve clinical outcomes in patients with COVID-19. The overall GRADE evidence quality was low, we suggest that vitamin D supplementation was not recommended for patients with COVID-19.


Subject(s)
COVID-19 , GRADE Approach , Cohort Studies , Dietary Supplements , Humans , SARS-CoV-2 , Vitamin D
9.
Mol Med Rep ; 24(6)2021 Dec.
Article in English | MEDLINE | ID: mdl-34676877

ABSTRACT

Following the publication of this paper, it was drawn to the Editors' attention by a concerned reader that certain of the western blotting data shown in Fig. 2B and flow cytometric data shown in Fig. 3B bore unexpected similarities to data appearing in different form in other articles by different authors. Furthermore, there were additional concerns regarding the possibly anomalous appearance of cell migration data shown in Fig. 4B. Owing to the fact that some of the contentious data in the above article had already been published elsewhere, or were already under consideration for publication, prior to its submission to Molecular Medicine Reports, the Editor has decided that this paper should be retracted from the Journal. After having been in contact with the authors, they agreed with the decision to retract the paper. The Editor apologizes to the readership for any inconvenience caused. [the original article was published in Molecular Medicine Reports 16: 5499­5504, 2017; DOI: 10.3892/mmr.2017.7282].

10.
Transl Pediatr ; 10(6): 1566-1572, 2021 Jun.
Article in English | MEDLINE | ID: mdl-34295771

ABSTRACT

BACKGROUND: Persistent fifth aortic arch (PFAA) is an extremely rare congenital cardiovascular malformation and there is limited data in the literature. The objective of this study is to enhance our understanding and diagnosis of PFAA from echocardiography and computed tomography angiography (CTA) findings, and to evaluate the application of echocardiography in the diagnosis of PFAA. METHODS: We retrospectively reviewed five cases of PFAA diagnosed from October 2016 to September 2019 at the Affiliated Children's Hospital of Capital Institute of Pediatrics. We described their diagnosis by echocardiography and CTA findings, and medical history. RESULTS: Five cases of PFAA were identified in the study. Patients aged from 3 to 48 months and weighed from 4 to 12 kg presented different clinical symptoms upon clinical examination. All the patients completed a primary echocardiographic assessment; however, the first two patients were misdiagnosed by echocardiography and was confirmed by supplemental CTA while the other three patients were directly diagnosed by echocardiography. Surgery was necessary for three patients, two of whom accepted and one refused. The other two patients only needed a follow-up assessment, which showed good results. CONCLUSIONS: The clinical manifestation of PFAA in our patient population was atypical, and their diagnosis depended on the use of echocardiography. In the case of uncertainty, the final diagnosis was confirmed by CTA. Although the nomenclature and embryonic origin of PFAA remains controversial, the accurate diagnosis of aortic arch abnormalities and associated malformations are imperative for time-sensitive treatments.

12.
Int Immunopharmacol ; 72: 131-137, 2019 Jul.
Article in English | MEDLINE | ID: mdl-30981078

ABSTRACT

Saikosaponin a (SSa), one of the major active components of Bupleurum falcatum, has antioxidant and anti-inflammatory pharmacological properties. However, the effects of SSa on liver injury have not been reported. In the present study, we evaluated the protective effects and mechanisms of SSa on lipopolysaccharide (LPS)/d­galactosamine (D-GalN)-induced liver injury. The mice were pretreated with SSa 1 h before LPS/D-GalN treatment. The liver MPO, MDA, and the serum AST and ALT levels were tested by specific determination kits. The pro-inflammatory cytokines TNF-α and IL-1ß were tested by ELISA kits. The expression of NF-κB signaling pathway and LXRα were tested by western blot analysis. The results showed that SSa significantly reduced the levels of liver MPO, MDA, and serum AST, ALT levels induced by LPS/D-GalN. SSa also dose-dependently inhibited LPS/D-GalN-induced pro-inflammatory cytokines TNF-α and IL-1ß production. Furthermore, we found that SSa inhibited NF-κB signaling pathway activation induced by LPS/D-GalN. In addition, SSa dose-dependently increased the expression of LXRα. In conclusion, the results demonstrated that SSa had protective effect on liver injury and the anti-inflammatory mechanisms of SSa on LPS/D-GalN-induced liver injury may be due to its ability to increase LXRα expression. SSa might be a potential treatment for liver injury.


Subject(s)
Anti-Inflammatory Agents/pharmacology , Anti-Inflammatory Agents/therapeutic use , Chemical and Drug Induced Liver Injury/drug therapy , Chemical and Drug Induced Liver Injury/metabolism , Liver X Receptors/metabolism , Oleanolic Acid/analogs & derivatives , Saponins/pharmacology , Saponins/therapeutic use , Alanine Transaminase/blood , Animals , Aspartate Aminotransferases/blood , Chemical and Drug Induced Liver Injury/pathology , Galactosamine , Hep G2 Cells , Humans , Interleukin-1beta/metabolism , Lipopolysaccharides , Liver/drug effects , Liver/metabolism , Liver/pathology , Malondialdehyde/metabolism , Mice, Inbred C57BL , Oleanolic Acid/pharmacology , Oleanolic Acid/therapeutic use , Peroxidase/metabolism , Tumor Necrosis Factor-alpha/metabolism
13.
Int J Clin Exp Pathol ; 12(2): 455-465, 2019.
Article in English | MEDLINE | ID: mdl-31933850

ABSTRACT

OBJECTIVE: The purpose of this study is to explore the role of long non-coding RNA HULC (lncRNA HULC) in liver injury of rats with cirrhosis. METHODS: The rat model of liver cirrhosis was induced by dimethylnitrosamine (DMN), which was intraperitoneally injected with siRNA-negative control (NC) or HULC siRNA. HULC expression in rat liver tissues was detected by qRT-PCR. The amounts of alanine transaminase (ALT) and aspartate aminotransferase (AST) in serum and levels of malonyldialdehyde (MDA) and superoxide dismutase (SOD) in liver tissues were measured. TUNEL staining was used to determine hepatocyte apoptosis. Western blot analysis was used to detect the expression of Caspase-3, Bax, and Bcl-2 in liver tissues. qRT-PCR and ELISA were used to detect the mRNA levels and contents of IL-1ß and TNF-α in liver tissues and serum of rats, respectively. RESULTS: High expression of HULC was found in liver tissues of rats with liver cirrhosis. Downregulation of HULC reduced the contents of ALT and AST in serum of rats, inhibited liver tissue lesions and liver fibrosis in rats, suppressed apoptosis (lower expression of caspase-3 and Bax as well as higher BCL-2 expression) of hepatocytes in rats, and inhibited oxidative stress (decreased MDA and increased SOD) and inflammatory injury (decreased IL-1ß and TNF-α) in rats with cirrhosis. CONCLUSION: The findings in this study highlight that the expression of HULC is up-regulated in liver tissues of rats with cirrhosis, and down-regulation of UCA1 could inhibit liver injury in rats with cirrhosis.

14.
J Am Assoc Lab Anim Sci ; 57(2): 115-123, 2018 03 01.
Article in English | MEDLINE | ID: mdl-29555000

ABSTRACT

Obesity is a public health problem in both developed and developing countries, and the negative effects of obesity on reproductive physiology have been highlighted recently. We evaluated the effects of porcine obesity index, sex hormones, and peptide hormones on litter size in various breeds of minipigs. Blood samples were collected from sedated 8-,10-, and 12-mo-old minipigs to measure preovulatory levels of sex hormones (follicle-stimulating hormone, luteinizing hormone, estradiol, progesterone, testosterone, and prolactin) and peptide hormones (insulin-like growth factor, glucagon, cortisol, growth hormone, free thyroxine, free triiodothyronine, insulin, and leptin). We also measured weight, abdominal circumference, neck circumference, and body length and then calculated the porcine obesity index. Data were analyzed by one-way ANOVA, and means were compared by least significance difference testing. Pearson correlation between parameters and litter size was analyzed. Prepregnancy porcine obesity index and litter size were negatively correlated in primiparous minipigs. Litter size was influenced by luteinizing hormone, estradiol, progesterone, testosterone, prolactin, follicle-stimulating hormone, cortisol, insulin-like growth factor 1, growth hormone, free thyroxine, insulin, and leptin. In conclusion, prepregnancy obesity reduces litter size in primiparous minipigs.


Subject(s)
Litter Size/physiology , Obesity/veterinary , Pregnancy, Animal , Swine Diseases/physiopathology , Swine, Miniature , Animals , Female , Follicle Stimulating Hormone , Humans , Luteinizing Hormone , Obesity/pathology , Obesity/physiopathology , Parity , Pregnancy , Swine , Swine Diseases/pathology
15.
Mol Med Rep ; 16(4): 5499-5504, 2017 Oct.
Article in English | MEDLINE | ID: mdl-28849036

ABSTRACT

Aquaporin 1 (AQP1), which is a water channel protein, has been demonstrated to have an important role in cell proliferation and migration of various cancers. However, its specific role in ovarian cancer remains to be elucidated. The present study demonstrated that AQP1 expression was elevated in the majority of patients with ovarian cancer compared with normal ovarian tissues. In addition, a short interfering (si)RNA targeting AQP1 was established, and transfected into the SKOV3 ovarian cancer cell line, to investigate the effects on cell viability, apoptosis, migration and invasion in the ovarian cancer cells using an MTT assay, flow cytometry, wound healing and Transwell invasion chamber assays, respectively. The results of the present study demonstrated that siRNA targeting AQP1 effectively downregulated AQP1 expression at the mRNA and protein levels, markedly suppressed cell viability, migration and invasion and promoted apoptosis of ovarian cancers cells. These results suggested that AQP1 may serve as a novel target for ovarian cancer treatment in the future.


Subject(s)
Aquaporin 1/genetics , Ovarian Neoplasms/genetics , Adult , Aged , Aged, 80 and over , Apoptosis/genetics , Aquaporin 1/metabolism , Cell Line, Tumor , Cell Movement/genetics , Cell Proliferation , Cell Survival/genetics , Female , Gene Expression , Gene Knockdown Techniques , Humans , Middle Aged , Neoplasm Staging , Ovarian Neoplasms/metabolism , Ovarian Neoplasms/pathology , RNA, Small Interfering , Transfection
16.
Clin Case Rep ; 5(1): 9-13, 2017 01.
Article in English | MEDLINE | ID: mdl-28096981

ABSTRACT

Mowat-Wilson syndrome (MWS) is a complex developmental disorder. We report the first prenatal diagnosis provided for a family in mainland China after identifying the causal mutation for the proband. Special focus on MWS-related organs during prenatal ultrasound scan is described which is extremely important for genetic counseling of parents.

18.
J Neurol Sci ; 360: 133-40, 2016 Jan 15.
Article in English | MEDLINE | ID: mdl-26723990

ABSTRACT

The neurobiological mechanisms underlying the development of post-traumatic stress disorder (PTSD) remain elusive. One of the hypotheses is the dysfunction of serotonin (5-HT) neurotransmission, which is critically regulated by serotonin transporter (SERT). Therefore, we hypothesized that attenuation of SERT gene expression in the hippocampus could prevent hippocampal autophagy and the development of PTSD-like behavior. To this end, we infused SLC6A4 siRNAs into the dorsal raphe nucleus (DRN) to knockdown SERT gene expression after a single prolonged stress (SPS) treatment in rats. Then, we evaluated the effects of SERT gene knockdown on anxiety-related behaviors and extinction of contextual fear memory. We also examined the histological changes and the expression of Beclin-1, LC3-I, and LC3-II in the hippocampus. We found that SPS treatment did not alter anxiety-related behaviors but prolonged the extinction of contextual fear memory, and such a behavioral phenomenon was correlated with increased hippocampal autophagy, decreased 5-HT level, and increased expression of Beclin-1 and LC3-II/LC3-I ratio in the hippocampus. Furthermore, intra-DRN infusion of SLC6A4 siRNAs promoted the extinction of contextual fear memory, prevented hippocampal autophagy, increased 5-HT level, and decreased expression of Beclin-1 and LC3-II/LC3-I ratio. These results indicated that SERT may play a critical role in the pathogenesis of hippocampal autophagy, and is likely involved in the development of PTSD.


Subject(s)
Autophagy/physiology , Dorsal Raphe Nucleus/metabolism , Hippocampus/metabolism , Serotonin Plasma Membrane Transport Proteins/genetics , Stress, Psychological/genetics , Animals , Apoptosis Regulatory Proteins/genetics , Apoptosis Regulatory Proteins/metabolism , Beclin-1 , Behavior, Animal/physiology , Extinction, Psychological/physiology , Fear/physiology , Male , Microtubule-Associated Proteins/genetics , Microtubule-Associated Proteins/metabolism , RNA, Small Interfering , Rats , Rats, Sprague-Dawley , Serotonin Plasma Membrane Transport Proteins/metabolism , Stress, Psychological/metabolism
19.
ACS Appl Mater Interfaces ; 7(51): 28142-7, 2015 Dec 30.
Article in English | MEDLINE | ID: mdl-26669205

ABSTRACT

Metal corrosion occurs anytime and anywhere in nature and the corrosion prevention has a great significance everywhere in national economic development and daily life. Here, we demonstrate a flexible hybrid nanogenerator (NG) that is capable of simultaneously or individually harvesting ambient thermal and mechanical energies and used for a self-powered cathodic protection (CP) system without using an external power source. Because of its double peculiarities of both pyroelectric and piezoelectric properties, a polarized poly(vinylidene fluoride) (PVDF) film-based NG was constructed to scavenge both thermal and mechanical energies. As a supplementary, a triboelectric NG was constructed below the pyro/piezoelectric NG to grab ambient mechanical energy. The output power of the fabricated hybrid NG can be directly used to protect the metal surface from the chemical corrosion. Our results not only verify the feasibility of self-powered CP-based NGs, but also expand potential self-powered applications.

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